Should Q values be changing within an epoch/episode or should they change after one episode/epoch?
I was attaining negative values out of my convolutional layers and then using relu on them resulted in the gradient of the activation being 0. Hence, my Q values were not being updated. I've since updated my activations to be ELU. Thanks for the help.